{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "62dfd120",
   "metadata": {},
   "source": [
    "# 数据挖掘实战项目（jupyter自动化流程实现）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46f8fd4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "1、用户输入：\n",
    "1.1 城市（北京010上海020深圳050090广州050020）\n",
    "1.2职位(产品经理 运营前端开发 UI设计 用户研究 用户增长)\n",
    "1.3薪资范围\n",
    "1.4经验(edulevel)\n",
    "2、登录猎聘获取最新的数据源\n",
    "3、根据用户需求进行数据获取\n",
    "4、数据清洗和分析\n",
    "5、数据报表、数据可视化及数据结论（固定的模块）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ff338343",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "输入您要查询的职位产品经理\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"输入您要查询的职位\")\n",
    "用户输入的地区 = input(\"输入您要查询的职位\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8a7307e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'{\"recruiterName\":\"黎女士\",\"jobKind\":\"1\",\"jobId\":\"46352403\",\"imId\":\"68fb73452090e04b38460a8b3990d206\",\"imUserType\":\"2\",\"recruiterPhoto\":\"6334f8e2e3c2761898a3ed3105u.png\",\"userId\":\"44c2fdfa0d064d010d2e151788b390a0\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2246352403%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}, {'job': {'labels': [], 'salary': '20-35k·13薪', 'dq': '广州-越秀区', 'jobKind': '2', 'jobId': '58390029', 'advViewFlag': False, 'refreshTime': '20230509093305', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37', 'pcOuterLink': '', 'h5OuterLink': '', 'title': '区域产品经理/RPM', 'topJob': False, 'link': 'https://www.liepin.com/job/1958390029.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '解女士', 'recruiterTitle': '人力资源经理', 'imId': '97614f0ec6acdee4361cc4c1c85cc0f8', 'imUserType': '2', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'chatted': False, 'recruiterId': '8adc0fb4d5f932ba4e10422fe252b725'}, 'comp': {'compStage': '战略投资', 'compLogo': '5bed18db8e50de530bc9ba3a04a.png', 'compName': '先通医药', 'compId': 9707970, 'compScale': '100-499人', 'compIndustry': '制药', 'link': 'https://www.liepin.com/company/9707970/'}, 'dataParams': '{\"recruiterName\":\"解女士\",\"jobKind\":\"2\",\"jobId\":\"58390029\",\"imId\":\"97614f0ec6acdee4361cc4c1c85cc0f8\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"userId\":\"8adc0fb4d5f932ba4e10422fe252b725\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2258390029%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}, {'job': {'labels': ['固收投研', '风控', '金融行业B端产品经'], 'salary': '25-30k·24薪', 'dq': '广州', 'jobKind': '1', 'jobId': '46039831', 'advViewFlag': False, 'refreshTime': '20230511152000', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'title': '产品经理', 'topJob': False, 'link': 'https://www.liepin.com/a/46039831.shtml', 'requireWorkYears': '经验不限', 'requireEduLevel': '硕士及以上'}, 'recruiter': {'recruiterName': '蔡先生', 'recruiterTitle': '猎头顾问', 'imId': 'e91799f1aa8aeb0f6c5c4f00792ec441', 'imUserType': '2', 'recruiterPhoto': '611b5d6a9920a53a8b8703ca08u.png', 'chatted': False, 'recruiterId': 'a70e21eb90a592d036577ae644b7bcec'}, 'comp': {'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某大型知名基金/证券/期货公司', 'compScale': '5000-10000人', 'compIndustry': '基金/证券/期货', 'link': ''}, 'dataParams': '{\"recruiterName\":\"蔡先生\",\"jobKind\":\"1\",\"jobId\":\"46039831\",\"imId\":\"e91799f1aa8aeb0f6c5c4f00792ec441\",\"imUserType\":\"2\",\"recruiterPhoto\":\"611b5d6a9920a53a8b8703ca08u.png\",\"userId\":\"a70e21eb90a592d036577ae644b7bcec\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2246039831%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}, {'job': {'labels': ['数据分析', 'PMP'], 'salary': '20-35k', 'dq': '广州-天河区', 'jobKind': '1', 'jobId': '46253265', 'advViewFlag': False, 'refreshTime': '20230523113854', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'title': '高级美术pm', 'topJob': False, 'link': 'https://www.liepin.com/a/46253265.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '黎女士', 'recruiterTitle': '猎头顾问', 'imId': '94b40c15a4269e746e4121ecbade1c98', 'imUserType': '2', 'recruiterPhoto': '5f8fa3bc8dbe6273dcf85e5e08u.png', 'chatted': False, 'recruiterId': '120d80275c6668037b31c24bfcb4ef39'}, 'comp': {'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某大型知名互联网公司', 'compScale': '10000人以上', 'compIndustry': '互联网', 'link': ''}, 'dataParams': '{\"recruiterName\":\"黎女士\",\"jobKind\":\"1\",\"jobId\":\"46253265\",\"imId\":\"94b40c15a4269e746e4121ecbade1c98\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8fa3bc8dbe6273dcf85e5e08u.png\",\"userId\":\"120d80275c6668037b31c24bfcb4ef39\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2246253265%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}], 'compList': []}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalCounts': 803, 'totalPage': 10, 'pageSize': 40, 'currentPage': 1, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; __uuid=1584720302654.34; __s_bid=a26d8b9a8e1edb54411a7fc5d0d0e86b5c12; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; gr_user_id=cc01cfe9-0ca1-4b46-932e-20f32cb1d137; bad1b2d9162fab1f80dde1897f7a2972_gr_last_sent_cs1=95507c72a8d5ae141a667e00ad0d9493; grwng_uid=3caba278-4f4d-421f-a620-8830838aaf88; bad1b2d9162fab1f80dde1897f7a2972_gr_cs1=95507c72a8d5ae141a667e00ad0d9493; __gc_id=618b12250eb34e66be1370cd7c1b9759; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imId=c5f9b89f8466dffe6882ca1e5431db9c; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; XSRF-TOKEN=0yc5jqIsRu-dHbG5DBHQJA; __tlog=1682055084362.65%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680845196,1682055085; acw_tc=276077c516820550846285137e610835f2f6e96849de49fb72887d08ba5f33; _ga=GA1.1.2100928607.1682055085; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=vu5fM3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhkElyJsULN7j8Ne37yHNM4koUwGqnl4CyvOW92GECSuVcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; inited_user=daf7251f92024e8969feb28b0e9ad34c; imApp_0=1; fe_im_socketSequence_new_0=3_3_3; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1682055084.1.1.1682055319.0.0.0; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682055319',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c820daf9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "13e77a5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = math.ceil(response_data['data']['pagination']['totalPage'])\n",
    "page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7d24a8c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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'{\"recruiterName\":\"贺女士\",\"jobKind\":\"2\",\"jobId\":\"55511489\",\"imId\":\"7c51dc9ff303b3c9fa40e259a967f7de\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"userId\":\"9294a5a1e3837c5ebb372434d8d59956\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2255511489%22%2C%22d_curPage%22%3A%229%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%229%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}, {'job': {'labels': ['供应链产品', '团队管理', '产品优化', '产品设计'], 'salary': '15-30k', 'dq': '广州-海珠区', 'jobKind': '1', 'jobId': '45280189', 'advViewFlag': False, 'refreshTime': '20230509155939', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=37', 'title': '产品经理（商品中心）', 'topJob': False, 'link': 'https://www.liepin.com/a/45280189.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '学历不限'}, 'recruiter': {'recruiterName': '胡女士', 'recruiterTitle': '猎头顾问', 'imId': '20885e870931c562fdb0a7e165355a7f', 'imUserType': '2', 'recruiterPhoto': '5f8fa3bddfb13a7dee343d7608u.png', 'chatted': False, 'recruiterId': '7f0312f8db0c514ef1a8bbcb3a983750'}, 'comp': {'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州IT服务公司', 'compScale': '100-499人', 'compIndustry': 'IT服务', 'link': ''}, 'dataParams': '{\"recruiterName\":\"胡女士\",\"jobKind\":\"1\",\"jobId\":\"45280189\",\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u.png\",\"userId\":\"7f0312f8db0c514ef1a8bbcb3a983750\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2245280189%22%2C%22d_curPage%22%3A%229%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%229%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}, {'job': {'labels': ['硬件产品', '画像产品', '策略产品', '硬件系统集成', '教育行业', '计算机软件', '早教/幼教', '智能硬件', '产品规划', '竞品分析'], 'salary': '25-50k·16薪', 'dq': '广州-黄埔区', 'jobKind': '2', 'jobId': '55443229', 'advViewFlag': False, 'refreshTime': '20230111231808', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=38', 'pcOuterLink': '', 'h5OuterLink': '', 'title': '软件产品经理', 'topJob': False, 'link': 'https://www.liepin.com/job/1955443229.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '周女士', 'recruiterTitle': '招聘', 'imId': '65a09f6c54de89059941166e65ebdb6f', 'imUserType': '2', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'chatted': False, 'recruiterId': 'e059e363386a8cdf4eed40fa4b0e649a'}, 'comp': {'compStage': '沪深A股上市', 'compLogo': '5bfe95c674719df0ac98e51303a.png', 'compName': '视源股份', 'compId': 7854025, 'compScale': '5000-10000人', 'compIndustry': '计算机软件', 'link': 'https://www.liepin.com/company/7854025/'}, 'dataParams': '{\"recruiterName\":\"周女士\",\"jobKind\":\"2\",\"jobId\":\"55443229\",\"imId\":\"65a09f6c54de89059941166e65ebdb6f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"userId\":\"e059e363386a8cdf4eed40fa4b0e649a\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2255443229%22%2C%22d_curPage%22%3A%229%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%229%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}, {'job': {'labels': ['AI人工智能产品', '数据产品', '平台产品', '人工智能', '云计算', '产品设计', '竞品分析', '市场调研', '产品规划', '交互设计'], 'salary': '18-28k', 'dq': '广州-番禺区', 'jobKind': '2', 'jobId': '49085431', 'advViewFlag': False, 'refreshTime': '20230427113626', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=39', 'pcOuterLink': '', 'h5OuterLink': '', 'title': 'AI应用产品经理', 'topJob': False, 'link': 'https://www.liepin.com/job/1949085431.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '关女士', 'recruiterTitle': '人力资源伙伴(HRBP)', 'imId': '448b39ea4be058e369df24199cb901bf', 'imUserType': '2', 'recruiterPhoto': '617ba78eba38366b25cd6ba907u.jpg', 'chatted': False, 'recruiterId': 'b72db97a93ec083f4e574c9d5ac7a95b'}, 'comp': {'compLogo': '5b7d04f48e5016e5665c193104a.jpg', 'compName': '浩鲸云计算科技股份有限公司', 'compId': 7939633, 'compScale': '5000-10000人', 'compIndustry': '计算机软件', 'link': 'https://www.liepin.com/company/7939633/'}, 'dataParams': '{\"recruiterName\":\"关女士\",\"jobKind\":\"2\",\"jobId\":\"49085431\",\"imId\":\"448b39ea4be058e369df24199cb901bf\",\"imUserType\":\"2\",\"recruiterPhoto\":\"617ba78eba38366b25cd6ba907u.jpg\",\"userId\":\"b72db97a93ec083f4e574c9d5ac7a95b\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2249085431%22%2C%22d_curPage%22%3A%229%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%229%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}], 'compList': []}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalCounts': 803, 'totalPage': 10, 'pageSize': 40, 'currentPage': 9, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(10):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "78bf8ff4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'产品经理'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['data']['mainSearchPcConditionForm']['key']\n",
    "key"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db9fabac",
   "metadata": {},
   "source": [
    "# 数据存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1fe2a2a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e3d3cd3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=6, tm_mday=2, tm_hour=15, tm_min=29, tm_sec=47, tm_wday=4, tm_yday=153, tm_isdst=0)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9c093e35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'62_1531'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "              +str(time.localtime().tm_mday)+'_'\\\n",
    "              +str(time.localtime().tm_hour)\\\n",
    "              +str(time.localtime().tm_min)\n",
    "output_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "12d5b3ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "#按照职位名称和时间导出文件\n",
    "df.to_excel( key+'_liepin_'+output_time+'.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "854f5d5f",
   "metadata": {},
   "source": [
    "# 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fe6f1d1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[IT互联网, 用户研究, 产品规划]</td>\n",
       "      <td>20230518090148</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东博众智能科技投资有限公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[需求分析, 产品经理, CRM产品, CRM系统, B端产品, 客户关系管理系统, 经销渠...</td>\n",
       "      <td>20230502161251</td>\n",
       "      <td>B端产品经理（CRM）</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[中台产品, 爬虫]</td>\n",
       "      <td>20211224210115</td>\n",
       "      <td>产品经理（B端）—热招 (MJ005394)</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>D轮</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[数据产品, 用户研究, 产品设计, 原型设计, 市场调研, 数据分析]</td>\n",
       "      <td>20230518172003</td>\n",
       "      <td>中台产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>C轮</td>\n",
       "      <td>树根互联</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[安全产品, 信息安全, 计算机软件, 需求管理, Axure, 产品设计, 交互设计, X...</td>\n",
       "      <td>20230412141326</td>\n",
       "      <td>安全产品经理</td>\n",
       "      <td>13-28k·18薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>联通(广东)产业互联网有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230520143546</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>一品红</td>\n",
       "      <td>制药</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230602111513</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[产品策划]</td>\n",
       "      <td>20230412173745</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东蓝理建设</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[数据产品, 客户端产品, 产品设计, 产品规划, 团队管理, 产品优化, 需求分析, 需求...</td>\n",
       "      <td>20230410114530</td>\n",
       "      <td>B端产品经理（商家/运营管理系统）</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[数据产品, Xmind, SPSS, 需求分析, to B, 产品设计, Axure, V...</td>\n",
       "      <td>20221107164004</td>\n",
       "      <td>高级数据产品经理（供应链领域） (MJ006154)</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[SCRM, 运营系统, 合规系统等中后台, 3年以上B端产品, ERP系统]</td>\n",
       "      <td>20230523093950</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东博众智能科技投资有限公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230531105557</td>\n",
       "      <td>化妆品产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州日化公司</td>\n",
       "      <td>日化</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[用户研究, 产品规划, 数据分析]</td>\n",
       "      <td>20230506163645</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>恒鼎文化传媒</td>\n",
       "      <td>文化艺术业</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[金融产品, 金融行业, 电子产品及配件, 产品优化, 产品规划, 用户研究]</td>\n",
       "      <td>20230524175359</td>\n",
       "      <td>网络金融部产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>梅州客商银行股份有限公司</td>\n",
       "      <td>银行</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[产品优化, 产品设计, 产品规划]</td>\n",
       "      <td>20230426193940</td>\n",
       "      <td>高级产品经理（面料整合系统） (MJ008244)</td>\n",
       "      <td>25-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[工具产品, 产品设计, 需求分析, 需求管理, 原型设计, 流程设计, 需求确认, 团队管理]</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>云网产品经理（部门）</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>高级硬件产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>黑格智能 黑格科技</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[数据产品, 汽车行业, 产品规划, 需求分析, 流程设计, 产品设计, Axure, 市场调研]</td>\n",
       "      <td>20230524105551</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>13-14k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>法本信息</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[证券从业, 基金从业, 年度体检, 周末双休, 带薪年假]</td>\n",
       "      <td>20230327175038</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>6-18k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[CRM产品, 产品规划, SaaS产品, ERP产品, IT互联网, 计算机软件, 云计算...</td>\n",
       "      <td>20230421181540</td>\n",
       "      <td>高级/资深产品经理（CRM）</td>\n",
       "      <td>30-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>探迹科技</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[数据产品, 平台产品, 工具产品, 人工智能, 产品设计, Axure, 流程设计, Vi...</td>\n",
       "      <td>20230522140947</td>\n",
       "      <td>可视化产品经理</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>C轮</td>\n",
       "      <td>树根互联</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[硬件产品, 智能硬件, 硬件系统集成, 教育行业]</td>\n",
       "      <td>20230601111042</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[产品设计, b端产品, 架构设计, 后台产品]</td>\n",
       "      <td>20210306181716</td>\n",
       "      <td>高级WMS产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>D轮</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[供应链产品, 工具产品, 电商产品, 平台产品, SaaS系统, 电子商务, 农林牧渔业,...</td>\n",
       "      <td>20230512162534</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-18k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>某广州计算机硬件公司</td>\n",
       "      <td>计算机硬件</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[电子商务, Xmind, 小程序产品, 数据分析, 需求分析, Axure, 交互设计, ...</td>\n",
       "      <td>20230531091826</td>\n",
       "      <td>产品经理（凡科商城SaaS）</td>\n",
       "      <td>8-11k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>本科</td>\n",
       "      <td>新三板上市</td>\n",
       "      <td>凡科</td>\n",
       "      <td>互联网</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[跨境电商, 消费电子]</td>\n",
       "      <td>20230602104701</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>22-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州计算机软件公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[数据产品, 中台产品]</td>\n",
       "      <td>20230417110744</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东东联信创信息技术有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[0-1, 快消品, 新品开发, 竞品分析, 老品优化, 市场调研, 需求分析, 全生命周期...</td>\n",
       "      <td>20221218082407</td>\n",
       "      <td>产品经理(快消品)</td>\n",
       "      <td>13-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[数据产品]</td>\n",
       "      <td>20230119094809</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>30-55k·13薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>毕马威中国 KPMG China</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522091726</td>\n",
       "      <td>产品经理（感染方向）</td>\n",
       "      <td>9-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>云康集团</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>[办公软件、工具类]</td>\n",
       "      <td>20230330175512</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>视源股份</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>[硬件产品, 电商产品, OA产品, 金融产品, 硬件系统集成, 教育行业, to B, 电...</td>\n",
       "      <td>20230523154409</td>\n",
       "      <td>医疗产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>粤港澳大湾区(广东)国创中心</td>\n",
       "      <td>政府/公共事业</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>[工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, 原型设计, Axu...</td>\n",
       "      <td>20230601094752</td>\n",
       "      <td>产品经理（物联平台）</td>\n",
       "      <td>30-40k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型知名通信公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>[社交产品, 社交网络, 电子商务, 团队管理]</td>\n",
       "      <td>20230602092656</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>12-19k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>[用户研究, 需求分析, 产品优化, 产品规划]</td>\n",
       "      <td>20230328164622</td>\n",
       "      <td>产品经理（财务方向）</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华胜集团</td>\n",
       "      <td>汽车交易/后市场</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>[社区产品, 游戏电竞, 海外产品, to C, 游戏行业, IT互联网]</td>\n",
       "      <td>20230602093737</td>\n",
       "      <td>社区产品经理</td>\n",
       "      <td>30-60k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型娱乐休闲公司</td>\n",
       "      <td>室内娱乐</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>[采购, to B, 供应链产品, ERP产品]</td>\n",
       "      <td>20230123180809</td>\n",
       "      <td>产品经理（物资采购管理） (MJ007457)</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[供应链产品, 团队管理, 产品优化, 产品设计]</td>\n",
       "      <td>20230509155939</td>\n",
       "      <td>产品经理（商品中心）</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>[硬件产品, 画像产品, 策略产品, 硬件系统集成, 教育行业, 计算机软件, 早教/幼教,...</td>\n",
       "      <td>20230111231808</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>25-50k·16薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>视源股份</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>[AI人工智能产品, 数据产品, 平台产品, 人工智能, 云计算, 产品设计, 竞品分析, ...</td>\n",
       "      <td>20230427113626</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>18-28k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>浩鲸云计算科技股份有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           job.labels job.refreshTime  \\\n",
       "0                                 [IT互联网, 用户研究, 产品规划]  20230518090148   \n",
       "1   [需求分析, 产品经理, CRM产品, CRM系统, B端产品, 客户关系管理系统, 经销渠...  20230502161251   \n",
       "2                                          [中台产品, 爬虫]  20211224210115   \n",
       "3                [数据产品, 用户研究, 产品设计, 原型设计, 市场调研, 数据分析]  20230518172003   \n",
       "4   [安全产品, 信息安全, 计算机软件, 需求管理, Axure, 产品设计, 交互设计, X...  20230412141326   \n",
       "5                                                  []  20230520143546   \n",
       "6                                                  []  20230602111513   \n",
       "7                                              [产品策划]  20230412173745   \n",
       "8   [数据产品, 客户端产品, 产品设计, 产品规划, 团队管理, 产品优化, 需求分析, 需求...  20230410114530   \n",
       "9   [数据产品, Xmind, SPSS, 需求分析, to B, 产品设计, Axure, V...  20221107164004   \n",
       "10            [SCRM, 运营系统, 合规系统等中后台, 3年以上B端产品, ERP系统]  20230523093950   \n",
       "11                                                 []  20230531105557   \n",
       "12                                 [用户研究, 产品规划, 数据分析]  20230506163645   \n",
       "13            [金融产品, 金融行业, 电子产品及配件, 产品优化, 产品规划, 用户研究]  20230524175359   \n",
       "14                                 [产品优化, 产品设计, 产品规划]  20230426193940   \n",
       "15   [工具产品, 产品设计, 需求分析, 需求管理, 原型设计, 流程设计, 需求确认, 团队管理]  20230417164705   \n",
       "16                                                 []  20230302214354   \n",
       "17  [数据产品, 汽车行业, 产品规划, 需求分析, 流程设计, 产品设计, Axure, 市场调研]  20230524105551   \n",
       "18                     [证券从业, 基金从业, 年度体检, 周末双休, 带薪年假]  20230327175038   \n",
       "19  [CRM产品, 产品规划, SaaS产品, ERP产品, IT互联网, 计算机软件, 云计算...  20230421181540   \n",
       "20  [数据产品, 平台产品, 工具产品, 人工智能, 产品设计, Axure, 流程设计, Vi...  20230522140947   \n",
       "21                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  20230601111042   \n",
       "22                           [产品设计, b端产品, 架构设计, 后台产品]  20210306181716   \n",
       "23  [供应链产品, 工具产品, 电商产品, 平台产品, SaaS系统, 电子商务, 农林牧渔业,...  20230512162534   \n",
       "24  [电子商务, Xmind, 小程序产品, 数据分析, 需求分析, Axure, 交互设计, ...  20230531091826   \n",
       "25                                       [跨境电商, 消费电子]  20230602104701   \n",
       "26                                       [数据产品, 中台产品]  20230417110744   \n",
       "27  [0-1, 快消品, 新品开发, 竞品分析, 老品优化, 市场调研, 需求分析, 全生命周期...  20221218082407   \n",
       "28                                             [数据产品]  20230119094809   \n",
       "29                                                 []  20230522091726   \n",
       "30                                         [办公软件、工具类]  20230330175512   \n",
       "31  [硬件产品, 电商产品, OA产品, 金融产品, 硬件系统集成, 教育行业, to B, 电...  20230523154409   \n",
       "32  [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, 原型设计, Axu...  20230601094752   \n",
       "33                           [社交产品, 社交网络, 电子商务, 团队管理]  20230602092656   \n",
       "34                           [用户研究, 需求分析, 产品优化, 产品规划]  20230328164622   \n",
       "35              [社区产品, 游戏电竞, 海外产品, to C, 游戏行业, IT互联网]  20230602093737   \n",
       "36                           [采购, to B, 供应链产品, ERP产品]  20230123180809   \n",
       "37                          [供应链产品, 团队管理, 产品优化, 产品设计]  20230509155939   \n",
       "38  [硬件产品, 画像产品, 策略产品, 硬件系统集成, 教育行业, 计算机软件, 早教/幼教,...  20230111231808   \n",
       "39  [AI人工智能产品, 数据产品, 平台产品, 人工智能, 云计算, 产品设计, 竞品分析, ...  20230427113626   \n",
       "\n",
       "                     job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                       高级产品经理  15-25k·14薪  广州-天河区       False   \n",
       "1                  B端产品经理（CRM）      30-50k  广州-天河区       False   \n",
       "2       产品经理（B端）—热招 (MJ005394)      20-30k  广州-番禺区       False   \n",
       "3                       中台产品经理      20-30k  广州-海珠区       False   \n",
       "4                       安全产品经理  13-28k·18薪      广州       False   \n",
       "5                         产品经理      25-35k      广州       False   \n",
       "6                         产品经理      15-20k      广州       False   \n",
       "7                    文创产品经理/主管       8-15k  广州-海珠区       False   \n",
       "8            B端产品经理（商家/运营管理系统）  20-40k·14薪  广州-番禺区       False   \n",
       "9   高级数据产品经理（供应链领域） (MJ006154)  20-40k·14薪  广州-番禺区       False   \n",
       "10                        产品经理      15-20k  广州-天河区       False   \n",
       "11                     化妆品产品经理      15-20k      广州       False   \n",
       "12                   文创产品经理/主管       8-12k  广州-海珠区       False   \n",
       "13                   网络金融部产品经理        薪资面议  广州-天河区       False   \n",
       "14   高级产品经理（面料整合系统） (MJ008244)  25-35k·14薪  广州-番禺区       False   \n",
       "15                  云网产品经理（部门）      10-20k  广州-天河区       False   \n",
       "16                    高级硬件产品经理  20-35k·13薪  广州-黄埔区       False   \n",
       "17                      数据产品经理      13-14k  广州-花都区       False   \n",
       "18                      金融产品经理       6-18k  广州-天河区       False   \n",
       "19              高级/资深产品经理（CRM）  30-40k·14薪  广州-番禺区       False   \n",
       "20                     可视化产品经理      20-40k      广州       False   \n",
       "21                        产品经理      30-60k      广州       False   \n",
       "22                   高级WMS产品经理  20-40k·14薪      广州       False   \n",
       "23                        产品经理      12-18k  广州-天河区       False   \n",
       "24              产品经理（凡科商城SaaS）       8-11k  广州-海珠区       False   \n",
       "25                      高级产品经理      22-40k      广州       False   \n",
       "26                        产品经理      20-30k  广州-天河区       False   \n",
       "27                   产品经理(快消品)      13-30k  广州-南沙区       False   \n",
       "28                      数据产品经理  30-55k·13薪  广州-南沙区       False   \n",
       "29                  产品经理（感染方向）       9-20k  广州-黄埔区       False   \n",
       "30                      高级产品经理  20-30k·13薪  广州-黄埔区       False   \n",
       "31                      医疗产品经理        薪资面议  广州-黄埔区       False   \n",
       "32                  产品经理（物联平台）  30-40k·15薪  广州-海珠区       False   \n",
       "33                      电商产品经理  12-19k·15薪  广州-白云区       False   \n",
       "34                  产品经理（财务方向）  15-30k·13薪  广州-天河区       False   \n",
       "35                      社区产品经理  30-60k·16薪      广州       False   \n",
       "36     产品经理（物资采购管理） (MJ007457)  20-35k·14薪  广州-番禺区       False   \n",
       "37                  产品经理（商品中心）      15-30k  广州-海珠区       False   \n",
       "38                      软件产品经理  25-50k·16薪  广州-黄埔区       False   \n",
       "39                    AI应用产品经理      18-28k  广州-番禺区       False   \n",
       "\n",
       "   job.requireWorkYears job.requireEduLevel comp.compStage  \\\n",
       "0                  经验不限                  本科            NaN   \n",
       "1                 5-10年                统招本科            NaN   \n",
       "2                  1-3年                  本科             D轮   \n",
       "3                  3-5年                统招本科             C轮   \n",
       "4                  3-5年                  本科            NaN   \n",
       "5                 5-10年                  本科         沪深A股上市   \n",
       "6                  3-5年               本科及以上          融资未公开   \n",
       "7                  3-5年                  大专            NaN   \n",
       "8                  3-5年                统招本科            NaN   \n",
       "9                 5-10年                统招本科            NaN   \n",
       "10                 3-5年                  本科            NaN   \n",
       "11                5-10年               本科及以上            NaN   \n",
       "12                 3-5年                  大专            NaN   \n",
       "13                 3-5年                统招本科            NaN   \n",
       "14                5-10年                  本科            NaN   \n",
       "15                 3-5年                  本科            NaN   \n",
       "16                5-10年                  本科             B轮   \n",
       "17                 3-5年                  本科            已上市   \n",
       "18                 经验不限                  本科           港股上市   \n",
       "19                5-10年                  本科             B轮   \n",
       "20                 3-5年                  本科             C轮   \n",
       "21                 经验不限                统招本科            已上市   \n",
       "22                5-10年                  大专             D轮   \n",
       "23                 经验不限                统招本科            天使轮   \n",
       "24                 一年以下                  本科          新三板上市   \n",
       "25                 3-5年                统招本科            NaN   \n",
       "26                5-10年                  本科            NaN   \n",
       "27                 3-5年                  本科            NaN   \n",
       "28                 3-5年                  本科            NaN   \n",
       "29                 3-5年                  本科            NaN   \n",
       "30                 3-5年                  本科         沪深A股上市   \n",
       "31                 3-5年                统招本科            NaN   \n",
       "32                5-10年                统招本科          融资未公开   \n",
       "33                 经验不限                统招本科          融资未公开   \n",
       "34                5-10年                统招本科            NaN   \n",
       "35                 经验不限               大专及以上          融资未公开   \n",
       "36                5-10年                统招本科            NaN   \n",
       "37                5-10年                学历不限            NaN   \n",
       "38                5-10年                统招本科         沪深A股上市   \n",
       "39                5-10年                统招本科            NaN   \n",
       "\n",
       "         comp.compName comp.compIndustry comp.compScale  \n",
       "0       广东博众智能科技投资有限公司          基金/证券/期货       500-999人  \n",
       "1                某知名公司             批发/零售                 \n",
       "2                SHEIN            专业技术服务       10000人以上  \n",
       "3                 树根互联              人工智能     1000-2000人  \n",
       "4      联通(广东)产业互联网有限公司               互联网     1000-2000人  \n",
       "5                  一品红                制药       500-999人  \n",
       "6                某安防公司              智能安防       100-499人  \n",
       "7               广东蓝理建设           房地产开发经营       500-999人  \n",
       "8                SHEIN               互联网    5000-10000人  \n",
       "9                SHEIN               互联网    5000-10000人  \n",
       "10      广东博众智能科技投资有限公司          基金/证券/期货       500-999人  \n",
       "11             某广州日化公司                日化          1-49人  \n",
       "12              恒鼎文化传媒             文化艺术业          1-49人  \n",
       "13        梅州客商银行股份有限公司                银行       100-499人  \n",
       "14               SHEIN               互联网    5000-10000人  \n",
       "15  中讯邮电咨询设计院有限公司广东分公司              通信设备     1000-2000人  \n",
       "16           黑格智能 黑格科技             机械/设备       500-999人  \n",
       "17                法本信息              IT服务       10000人以上  \n",
       "18     广发证券股份有限公司广州分公司          基金/证券/期货     2000-5000人  \n",
       "19                探迹科技               互联网     2000-5000人  \n",
       "20                树根互联              人工智能     1000-2000人  \n",
       "21        某广州计算机软件上市公司             计算机软件    5000-10000人  \n",
       "22               SHEIN            专业技术服务       10000人以上  \n",
       "23          某广州计算机硬件公司             计算机硬件         50-99人  \n",
       "24                  凡科               互联网       500-999人  \n",
       "25          某广州计算机软件公司             计算机软件         50-99人  \n",
       "26      广东东联信创信息技术有限公司             计算机软件          1-49人  \n",
       "27          广州奥昆食品有限公司          食品/饮料/酒水     1000-2000人  \n",
       "28    毕马威中国 KPMG China            专业技术服务    5000-10000人  \n",
       "29                云康集团              医疗机构     1000-2000人  \n",
       "30                视源股份             计算机软件    5000-10000人  \n",
       "31      粤港澳大湾区(广东)国创中心           政府/公共事业       100-499人  \n",
       "32           某大型知名通信公司              通信设备       500-999人  \n",
       "33          某国内大型快消品公司          食品/饮料/酒水     2000-5000人  \n",
       "34                华胜集团          汽车交易/后市场    5000-10000人  \n",
       "35           某大型娱乐休闲公司              室内娱乐     2000-5000人  \n",
       "36               SHEIN               互联网    5000-10000人  \n",
       "37           某广州IT服务公司              IT服务       100-499人  \n",
       "38                视源股份             计算机软件    5000-10000人  \n",
       "39       浩鲸云计算科技股份有限公司             计算机软件    5000-10000人  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0fcfa1d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州-天河区    9\n",
       "广州        9\n",
       "广州-番禺区    7\n",
       "广州-海珠区    6\n",
       "广州-黄埔区    5\n",
       "广州-南沙区    2\n",
       "广州-花都区    1\n",
       "广州-白云区    1\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2539d05c",
   "metadata": {},
   "outputs": [],
   "source": [
    "for in in df_PM_gz['job.dq'].value_counts().index.tolist() if'_' in i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "cfbd94c8",
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32mC:\\Users\\ZHUANG~1\\AppData\\Local\\Temp/ipykernel_4132/3940447664.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0m广州地区\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m  \u001b[0mi\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m       \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdf_PM_gz\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job.dq'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0m广州地区\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Users\\ZHUANG~1\\AppData\\Local\\Temp/ipykernel_4132/3940447664.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[1;34m(.0)\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0m广州地区\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m  \u001b[0mi\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'-'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m       \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdf_PM_gz\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job.dq'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0m广州地区\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "613b2755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[9, 7, 6, 5, 2, 1, 1]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e77b48e9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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